The COVID-19 Situation Report is a data intensive report that tries to portray an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic. If you would like to add additional metrics to this report, please send a mail to the author at .

Date of Report

Numbers as on EOD 

## [1] "2021-01-14"

COVID-19 Overall Stats (Worldwide)

Overall Confirmed Cases Count Worldwide 

## [1] "93110488 (up from 92355264 yesterday: 0.82 % increase)"

Overall Deaths Worldwide

Please note that the deaths is at the minimum an underestimate as there could be fatalities resulting from the current active cases.

## [1] "1994054 (up from 1978741 yesterday: 0.77 % increase)"

Overall Confirmed Cases Count Worldwide in the past 21 Days 

## [1] 13677677

Overall Fatality Rate Worldwide in %

Please note that the fatality rate is at the minimum an underestimate as there could be fatalities resulting from the current active cases.

## [1] 2.14



In- Depth Country Wise Stats (With Atleast 100000 COVID-19 Confirmations)

Overall Confirmed Cases and Deaths- Country Wise (With Fatality Rates)

Country_Region TotalConfirmed NewConfirmations CasesPercentIncrease TotalConfirmedinPast21Days TotalDeaths NewDeaths DeathsPercentIncrease FatalityRate
US 23314521 235561 1.02 4600405 388697 3929 1.02 1.67
India 10527683 15590 0.15 380838 151918 191 0.13 1.44
Brazil 8324294 67758 0.82 900349 207095 1131 0.55 2.49
Russia 3459237 24303 0.71 524542 63016 553 0.89 1.82
United Kingdom 3269757 48804 1.52 1074613 86163 1253 1.48 2.64
France 2909723 21431 0.74 325390 69452 284 0.41 2.39
Turkey 2364801 8962 0.38 264089 23495 170 0.73 0.99
Italy 2336279 17243 0.74 326962 80848 522 0.65 3.46
Spain 2211967 35878 1.65 357016 53079 201 0.38 2.40
Germany 2015235 21343 1.07 384639 45207 1111 2.52 2.24
Colombia 1849101 17121 0.93 289335 47491 367 0.78 2.57
Argentina 1770715 13286 0.76 206850 45125 142 0.32 2.55
Mexico 1588369 16468 1.05 225805 137916 999 0.73 8.68
Poland 1414362 9457 0.67 174364 32456 382 1.19 2.29
Iran 1311810 6471 0.50 128628 56538 81 0.14 4.31
South Africa 1296806 18503 1.45 328243 35852 712 2.03 2.76
Ukraine 1175343 8385 0.72 145218 21300 179 0.85 1.81
Peru 1040231 0 0.00 40078 38399 0 0.00 3.69
Netherlands 908306 6566 0.73 164813 12875 89 0.70 1.42
Indonesia 869600 11557 1.35 176762 25246 295 1.18 2.90
Czechia 866522 10922 1.28 206061 13856 200 1.46 1.60
Canada 693658 7447 1.09 154468 17559 155 0.89 2.53
Romania 684917 3525 0.52 76356 17035 66 0.39 2.49
Belgium 672886 2637 0.39 37982 20294 44 0.22 3.02
Chile 656712 4187 0.64 62560 17294 90 0.52 2.63
Iraq 606186 770 0.13 17383 12922 7 0.05 2.13
Israel 529814 9754 1.88 140136 3870 53 1.39 0.73
Bangladesh 525723 813 0.15 19621 7849 16 0.20 1.49
Sweden 518783 6580 1.28 122735 10185 351 3.57 1.96
Portugal 517806 10698 2.11 130170 8384 148 1.80 1.62
Pakistan 514338 2417 0.47 47116 10863 45 0.42 2.11
Philippines 494605 1905 0.39 28881 9739 40 0.41 1.97
Switzerland 492832 2474 0.50 64635 8586 65 0.76 1.74
Morocco 456334 1279 0.28 30470 7854 44 0.56 1.72
Austria 389260 3510 0.91 42056 6921 53 0.77 1.78
Serbia 368072 1881 0.51 51728 3687 23 0.63 1.00
Saudi Arabia 364440 169 0.05 2715 6310 6 0.10 1.73
Hungary 347636 1926 0.56 36082 11066 118 1.08 3.18
Jordan 312043 1075 0.35 28353 4107 16 0.39 1.32
Japan 310734 6594 2.17 99965 4119 60 1.48 1.33
Panama 291285 2877 1.00 67611 4651 57 1.24 1.60
Nepal 266546 403 0.15 9954 1943 6 0.31 0.73
Georgia 244612 1357 0.56 27769 2867 21 0.74 1.17
United Arab Emirates 242969 3382 1.41 44534 726 3 0.41 0.30
Lebanon 237132 5196 2.24 71199 1781 41 2.36 0.75
Azerbaijan 226200 380 0.17 16139 2971 14 0.47 1.31
Ecuador 226002 1687 0.75 17992 14246 17 0.12 6.30
Croatia 223097 980 0.44 20778 4517 45 1.01 2.02
Belarus 219663 1967 0.90 38550 1554 10 0.65 0.71
Slovakia 217978 2923 1.36 56416 3260 97 3.07 1.50
Kazakhstan 212812 911 0.43 17819 2882 1 0.03 1.35
Bulgaria 210951 535 0.25 14293 8396 47 0.56 3.98
Dominican Republic 187487 1104 0.59 23833 2428 0 0.00 1.30
Denmark 185836 1 0.00 38909 1661 0 0.00 0.89
Costa Rica 183242 1086 0.60 20252 2401 17 0.71 1.31
Bolivia 181016 2198 1.23 27895 9530 37 0.39 5.26
Tunisia 170895 2327 1.38 44143 5478 63 1.16 3.21
Lithuania 164414 1372 0.84 40525 2346 32 1.38 1.43
Armenia 163576 448 0.27 7434 2963 12 0.41 1.81
Ireland 163057 3913 2.46 79984 2488 28 1.14 1.53
Kuwait 156434 560 0.36 7417 946 0 0.00 0.60
Egypt 153741 1022 0.67 24748 8421 59 0.71 5.48
Moldova 151687 741 0.49 12252 3211 18 0.56 2.12
West Bank and Gaza 150505 736 0.49 21425 1665 7 0.42 1.11
Malaysia 147855 3337 2.31 47537 578 15 2.66 0.39
Greece 147283 595 0.41 13048 5387 33 0.62 3.66
Guatemala 146937 951 0.65 12043 5151 34 0.66 3.51
Qatar 146689 209 0.14 4084 246 0 0.00 0.17
Slovenia 145472 1793 1.25 33451 3093 23 0.75 2.13
Burma 132865 605 0.46 13077 2912 10 0.34 2.19
Honduras 131963 954 0.73 13927 3335 15 0.45 2.53
Oman 131264 178 0.14 2974 1509 1 0.07 1.15
Ethiopia 129922 467 0.36 8523 2008 2 0.10 1.55
Paraguay 119640 1048 0.88 16311 2466 15 0.61 2.06
Venezuela 118415 604 0.51 7170 1090 6 0.55 0.92
Bosnia and Herzegovina 117011 343 0.29 8713 4411 12 0.27 3.77
Libya 107434 764 0.72 10242 1645 16 0.98 1.53
Nigeria 105478 1479 1.42 23515 1405 23 1.66 1.33
Algeria 103127 267 0.26 6120 2822 3 0.11 2.74

In Depth USA Stats (State Wise Figures)

Confirmed Cases and Deaths- States of USA (With Fatality Rates)

State Confirmed NewConfirmations CasesPercentIncrease TotalConfirmedinPast21Days Deaths NewDeaths DeathsPercentIncrease FatalityRate ConfirmedCasesPerMillPopl DeathsPerMillPopl InfectionOdds
California 2883699 40637 1.43 843511 32318 634 2.00 1.12 72982.45 817.92 1 in 14
Texas 2068637 27886 1.37 407011 31693 416 1.33 1.53 71342.44 1093.02 1 in 14
Florida 1531192 13720 0.90 283646 23613 217 0.93 1.54 71292.05 1099.42 1 in 14
New York 1193453 14187 1.20 293616 40435 243 0.60 3.39 61348.82 2078.54 1 in 16
Illinois 1052682 6652 0.64 127575 19724 107 0.55 1.87 83072.67 1556.52 1 in 12
Ohio 807293 7654 0.96 153643 9990 109 1.10 1.24 69063.74 854.64 1 in 14
Georgia 791324 9036 1.16 172748 11975 172 1.46 1.51 74530.70 1127.86 1 in 13
Pennsylvania 753164 7162 0.96 157356 18710 298 1.62 2.48 58831.80 1461.49 1 in 17
Tennessee 670482 4983 0.75 123985 8232 84 1.03 1.23 98121.60 1204.71 1 in 10
North Carolina 650926 9853 1.54 156415 7825 80 1.03 1.20 62063.39 746.08 1 in 16
Arizona 649040 7311 1.14 168721 10855 182 1.71 1.67 85232.98 1425.50 1 in 12
New Jersey 609721 7092 1.18 113083 20161 0 0.00 3.31 68645.35 2269.82 1 in 15
Indiana 578494 4375 0.76 95760 9202 39 0.43 1.59 85929.17 1366.86 1 in 12
Michigan 576573 3295 0.57 68124 14511 175 1.22 2.52 57733.18 1453.01 1 in 17
Wisconsin 561160 3140 0.56 57454 5728 49 0.86 1.02 96378.94 983.78 1 in 10
Massachusetts 454402 5955 1.33 112477 13433 74 0.55 2.96 65386.26 1932.94 1 in 15
Missouri 443605 2756 0.63 56920 6404 45 0.71 1.44 72278.65 1043.43 1 in 14
Minnesota 441935 1581 0.36 37532 5885 43 0.74 1.33 78362.38 1043.51 1 in 13
Virginia 417839 5294 1.28 93924 5626 74 1.33 1.35 48952.97 659.13 1 in 20
Alabama 414583 3588 0.87 75782 5945 185 3.21 1.43 84553.82 1212.48 1 in 12
South Carolina 371180 5802 1.59 86152 5934 23 0.39 1.60 72091.79 1152.52 1 in 14
Colorado 369177 2403 0.66 49647 5316 31 0.59 1.44 64107.30 923.12 1 in 16
Louisiana 361148 5313 1.49 64649 8080 58 0.72 2.24 77686.38 1738.09 1 in 13
Oklahoma 344506 3142 0.92 71953 2882 34 1.19 0.84 87063.06 728.33 1 in 11
Maryland 317815 2948 0.94 57087 6449 45 0.70 2.03 52568.94 1066.71 1 in 19
Utah 317559 2742 0.87 56970 1460 11 0.76 0.46 99052.76 455.40 1 in 10
Kentucky 317344 4063 1.30 67065 3042 51 1.71 0.96 71031.16 680.89 1 in 14
Iowa 302560 1399 0.46 28899 4251 19 0.45 1.41 95896.45 1347.36 1 in 10
Washington 283777 2575 0.92 50684 3876 38 0.99 1.37 37266.05 509.00 1 in 27
Arkansas 264511 2491 0.95 53366 4228 42 1.00 1.60 87649.55 1401.01 1 in 11
Nevada 256172 2187 0.86 43961 3658 62 1.72 1.43 83168.51 1187.60 1 in 12
Kansas 254410 306 0.12 41661 3348 1 0.03 1.32 87326.67 1149.21 1 in 11
Mississippi 245847 1948 0.80 43196 5356 41 0.77 2.18 82605.74 1799.64 1 in 12
Connecticut 221544 968 0.44 48801 6553 17 0.26 2.96 62139.18 1838.00 1 in 16
Nebraska 180131 932 0.52 19774 1818 15 0.83 1.01 93119.45 939.82 1 in 11
New Mexico 160543 1424 0.89 25377 2836 29 1.03 1.77 76564.66 1352.52 1 in 13
Idaho 153358 994 0.65 18125 1591 27 1.73 1.04 85576.14 887.80 1 in 12
Oregon 130246 1137 0.88 23425 1737 29 1.70 1.33 30880.54 411.83 1 in 32
West Virginia 105219 827 0.79 27980 1702 31 1.86 1.62 58875.40 952.36 1 in 17
South Dakota 104512 317 0.30 7966 1614 10 0.62 1.54 118138.18 1824.43 1 in 8
Rhode Island 103386 901 0.88 21320 1996 9 0.45 1.93 97592.79 1884.15 1 in 10
North Dakota 95378 243 0.26 4431 1372 8 0.59 1.44 125157.80 1800.38 1 in 8
Montana 88110 457 0.52 9181 1077 8 0.75 1.22 82439.95 1007.69 1 in 12
Puerto Rico 84816 177 0.21 14008 1679 20 1.21 1.98 26557.33 525.72 1 in 38
Delaware 68065 892 1.33 15050 995 1 0.10 1.46 69898.87 1021.81 1 in 14
New Hampshire 54778 653 1.21 15876 897 12 1.36 1.64 40286.50 659.70 1 in 25
Alaska 51157 341 0.67 6053 228 2 0.88 0.45 69930.08 311.67 1 in 14
Wyoming 48701 412 0.85 6037 522 0 0.00 1.07 84147.29 901.93 1 in 12
District of Columbia 32820 220 0.67 5384 842 11 1.32 2.57 46503.79 1193.06 1 in 22
Maine 31958 808 2.59 10732 461 8 1.77 1.44 23774.52 342.95 1 in 42
Hawaii 24113 164 0.68 3120 317 6 1.93 1.31 17030.49 223.89 1 in 59
Vermont 9573 205 2.19 2792 162 4 2.53 1.69 15341.62 259.62 1 in 65

US Tested- Confirmed Funnel (All States)

State Level Figures

State Tested Confirmed ConfirmationRate TestedinPast21Days ConfirmedinPast21Days ConfirmationRateForPast21Days TestsPerMillPopl
1 California 37130366 2883699 7.77 6360617 843511 13.26 939718.5
2 Texas 15304459 2068637 13.52 2167759 407011 18.78 527814.9
3 Florida 17282796 1531192 8.86 2189340 283646 12.96 804684.2
4 New York 28131034 1193453 4.24 4060841 293616 7.23 1446060.9
5 Illinois 14457620 1052682 7.28 1674640 127575 7.62 1140926.8
6 Ohio 8304981 807293 9.72 836036 153643 18.38 710489.3
7 Georgia 5801007 791324 13.64 665701 172748 25.95 546366.8
8 Pennsylvania 4176539 753164 18.03 392625 157356 40.08 326241.4
9 Tennessee 6033531 670482 11.11 559680 123985 22.15 882976.3
10 North Carolina 7850168 650926 8.29 1302170 156415 12.01 748484.5
11 Arizona 3153047 649040 20.58 432530 168721 39.01 414063.2
12 New Jersey 8534237 609721 7.14 1135876 113083 9.96 960825.8
13 Indiana 6271603 578494 9.22 840457 95760 11.39 931580.4
14 Michigan 8714839 576573 6.62 864791 68124 7.88 872630.8
15 Wisconsin 5716124 561160 9.82 536925 57454 10.70 981741.3
16 Massachusetts 12046398 454402 3.77 1532353 112477 7.34 1733418.6
17 Missouri 3882097 443605 11.43 346161 56920 16.44 632528.3
18 Minnesota 5767323 441935 7.66 625661 37532 6.00 1022641.7
19 Virginia 4706714 417839 8.88 636714 93924 14.75 551426.8
20 Alabama 1999693 414583 20.73 175012 75782 43.30 407835.5
21 South Carolina 3576120 371180 10.38 577365 86152 14.92 694565.7
22 Colorado 4895837 369177 7.54 697887 49647 7.11 850158.3
23 Louisiana 4563949 361148 7.91 488127 64649 13.24 981749.0
24 Oklahoma 2908367 344506 11.85 339483 71953 21.19 734998.3
25 Maryland 6298178 317815 5.05 832310 57087 6.86 1041765.0
26 Utah 2421802 317559 13.11 250034 56970 22.78 755406.7
27 Kentucky 3378562 317344 9.39 316870 67065 21.16 756224.1
28 Iowa 1208878 302560 25.03 51167 28899 56.48 383154.1
29 Washington 4128417 283777 6.87 507767 50684 9.98 542150.4
30 Arkansas 2233844 264511 11.84 244771 53366 21.80 740216.6
31 Nevada 2289156 256172 11.19 285560 43961 15.39 743194.8
32 Kansas 1083932 254410 23.47 121728 41661 34.22 372061.5
33 Mississippi 1468773 245847 16.74 138464 43196 31.20 493514.6
34 Connecticut 4850459 221544 4.57 725380 48801 6.73 1360468.0
35 Nebraska 1887154 180131 9.55 205383 19774 9.63 975571.8
36 New Mexico 2140562 160543 7.50 263638 25377 9.63 1020856.7
37 Idaho 569199 153358 26.94 36484 18125 49.68 317621.8
38 Oregon 2874572 130246 4.53 337090 23425 6.95 681543.7
39 West Virginia 1711057 105219 6.15 274767 27980 10.18 957423.8
40 South Dakota 388172 104512 26.92 21662 7966 36.77 438781.5
41 Rhode Island 2219805 103386 4.66 332348 21320 6.41 2095418.8
42 North Dakota 1294101 95378 7.37 75400 4431 5.88 1698157.1
43 Montana 862427 88110 10.22 90734 9181 10.12 806928.1
45 Delaware 1089972 68065 6.24 168389 15050 8.94 1119339.0
46 New Hampshire 1122237 54778 4.88 129954 15876 12.22 825349.7
47 Alaska 1382276 51157 3.70 154541 6053 3.92 1889529.7
48 Wyoming 542316 48701 8.98 63965 6037 9.44 937032.5
49 District of Columbia 978833 32820 3.35 122052 5384 4.41 1386942.1
50 Maine 1223968 31958 2.61 155760 10732 6.89 910546.8
51 Hawaii 888876 24113 2.71 102235 3120 3.05 627794.0
52 Vermont 779178 9573 1.23 107948 2792 2.59 1248704.7

In Depth Italy Stats (Region Wise Figures)

Confirmed Cases and Deaths- Regions of Italy (With Fatality and Confirmation Rates)

Region Swabs Confirmations NewConfirmations CasesPercentIncrease ConfirmationRate HospitalizedWithSymptoms IntensiveCare ActiveCases Deceased FatalityRate
Lombardia 5137863 508224 2587 0.51 9.89 3614 468 56100 26026 5.12
Veneto 3526933 293795 2076 0.71 8.33 2447 328 79825 7785 2.65
Piemonte 1767779 210338 857 0.41 11.90 2575 172 14723 8299 3.95
Campania 2194673 203846 1294 0.64 9.29 1365 104 72753 3298 1.62
Emilia-Romagna 2752436 197086 1515 0.77 7.16 2610 233 55948 8590 4.36
Lazio 2880995 185724 1816 0.99 6.45 2814 295 77980 4306 2.32
Toscana 1998217 126564 424 0.34 6.33 723 132 8685 3930 3.11
Sicilia 1343984 115391 1867 1.64 8.59 1397 205 44865 2877 2.49
Puglia 1152452 106102 1524 1.46 9.21 1387 162 55535 2779 2.62
Liguria 758219 64960 289 0.45 8.57 678 65 5074 3074 4.73
Friuli Venezia Giulia 1011978 58592 805 1.39 5.79 668 68 12863 2006 3.42
Marche 597883 48633 506 1.05 8.13 583 76 12193 1753 3.60
Abruzzo 554396 38594 256 0.67 6.96 453 40 11180 1309 3.39
Sardegna 518905 34944 275 0.79 6.73 527 50 17453 875 2.50
P.A. Bolzano 386047 32186 174 0.54 8.34 212 23 11605 796 2.47
Umbria 539805 31677 210 0.67 5.87 277 51 4489 678 2.14
Calabria 473082 28022 286 1.03 5.92 284 29 9667 526 1.88
P.A. Trento 477138 24390 272 1.13 5.11 316 42 2078 1041 4.27
Basilicata 197440 12287 90 0.74 6.22 80 4 6805 286 2.33
Valle d’Aosta 65958 7581 16 0.21 11.49 43 2 412 392 5.17
Molise 124521 7343 107 1.48 5.90 57 8 1147 222 3.02

In Depth Canada Stats (With Province Level Figures)

Confirmed Cases and Deaths- Provinces of Canada (With Fatality Rates)

Province Confirmed NewConfirmations CasesPercentIncrease Deaths NewDeaths DeathsPercentIncrease FatalityRate ConfirmedCasesPerMillPopl DeathsPerMillPopl InfectionOdds
Quebec 236827 2132 0.91 8878 63 0.71 3.75 27739.05 1039.86 1 in 36
Ontario 233065 3211 1.40 5209 62 1.20 2.23 15842.02 354.07 1 in 63
Alberta 114585 967 0.85 1389 21 1.54 1.21 25964.47 314.74 1 in 39
British Columbia 59608 536 0.91 1038 7 0.68 1.74 11662.88 203.09 1 in 86
Manitoba 26954 259 0.97 755 2 0.27 2.80 19567.09 548.09 1 in 51
Saskatchewan 19329 312 1.64 206 0 0.00 1.07 16357.41 174.33 1 in 61
Nova Scotia 1548 6 0.39 65 0 0.00 4.20 1583.70 66.50 1 in 631
New Brunswick 859 23 2.75 12 0 0.00 1.40 1101.29 15.38 1 in 908
Newfoundland and Labrador 394 1 0.25 4 0 0.00 1.02 755.71 7.67 1 in 1323
Nunavut 266 0 0.00 1 0 0.00 0.38 NA NA 1 in NA
Prince Edward Island 103 0 0.00 0 0 NaN 0.00 651.25 0.00 1 in 1536
Yukon 70 0 0.00 1 0 0.00 1.43 1704.08 24.34 1 in 587
Northwest Territories 24 0 0.00 0 0 NaN 0.00 534.47 0.00 1 in 1871
Repatriated Travellers 13 0 0.00 0 0 NaN 0.00 NA NA 1 in NA

Time Series Curves (Top 20 Countries with the Highest Cases)

The time series curves (both linear and logarithmic) are printed for the top 20 countries with the most confirmed COVID-19 cases as of today in decreasing order of confirmations.

Confirmed Cases Count (Linear)

Country Wise Time Series Curve

Confirmed Cases Count (Logarithmic)

Country Wise Time Series Curve

Time Series Curves (Top 20 Countries with the Highest Deaths)

The time series curves (both linear and logarithmic) are printed for the top 20 countries with the most COVID-19 deaths as of today in decreasing order of confirmations.

Death Count (Linear)

Country Wise Time Series Curve

Death Count (Logarithmic)

Country Wise Time Series Curve

Epidemic Curve: Delta in the past 24 hrs (Top 20 Countries with the Highest Cases)

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in various countries. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The below charts show if this has happened for the worst affected 20 countries in the world as of today. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Delta in Confirmed Cases

Number of New Cases in the past 24 hrs

Delta in Deaths

Number of Deaths in the past 24 hrs

Measuring Outbreak Velocity: 5 Day Lagging Average Doubling Time (Top 20 Countries with the Highest Cases)

The velocity of an outbreak is determined by a construct known as doubling time. This value describes the number of days, on average, required for the number of cases to double in a given area. For our analysis we use average doubling time, which can be defined as the number of days, on average, required for the average number of COVID-19 cases to double in a given area.

This measure can describe COVID-19 behavior worldwide, in a country, or even in a smaller region such as a state. For our analysis, we will discuss average doubling time at a national level for the top 20 most affected countries.

Below, we have calculated average doubling time for several nations, on a trailing, rolling 5-day basisbased on today’s case values. A decline in average doubling time indicates that the COVID-19 outbreak (confirmation rate) is accelerating (average cases double in fewer days), while an increase of average doubling time indicates that the outbreak is slowing.

Ideally, when social distancing and lockdowns are implemented aggressively in a country and after some period of delay, doubling times should begin to increase in a matter of days, weeks, or months, depending upon the severity of the epidemic and the degree of social distancing achievable.

Given the fact that many countries across the world have already enacted or implemented social distancing measures, this is why one should be cautious not to extrapolate COVID-19 growth rates from trailing statistics.

5 Day Lagging Avg Doubling Time of Confirmations

Confirmed Cases and Deaths Per Million Population and Infection Odds

This metric confirmed cases per million population and deaths per million population shows the extent to which the disease has spread with respect to the population of the country. The metric Infection Odds shows 1 in how many people are infected with COVID-19 in the corresponding country.

For the top 20 countries with most confirmed cases excluding cruise ships

Country_Region ConfirmedCasesPerMillionPopl DeathsPerMillionPopl InfectionOdds
US 71254.65 1187.95 1 in 14
India 7862.35 113.46 1 in 127
Brazil 39772.07 989.46 1 in 25
Russia 23939.36 436.10 1 in 42
United Kingdom 49213.68 1296.85 1 in 20
France 43435.18 1036.75 1 in 23
Turkey 29263.72 290.74 1 in 34
Italy 38628.95 1336.77 1 in 26
Spain 47406.07 1137.57 1 in 21
Germany 24341.53 546.04 1 in 41
Colombia 37682.92 967.82 1 in 27
Argentina 39998.08 1019.31 1 in 25
Mexico 12293.88 1067.46 1 in 81
Poland 37239.65 854.56 1 in 27
Iran 16163.26 696.62 1 in 62
South Africa 22863.29 632.09 1 in 44
Ukraine NA NA 1 in NA
Peru 32335.44 1193.63 1 in 31
Netherlands 52869.97 749.42 1 in 19
Indonesia 3293.94 95.63 1 in 304

US Detailed State and County Level Curves

This section of the report might be of interest to people who want an an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic at the state/ county level in USA.

Epidemic Curve: Delta in Confirmed Cases in US States

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in various US states. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The below charts show if this has happened for the worst affected 30 states in USA as of today. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Number of New Cases in the past 24 hrs

Epidermic Curve: Delta in Deaths in US States

Number of Deaths in the past 24 hrs

Top 100 US Counties with the Highest Cases and Deaths

All NYC boroughs are mentioned together as New York County

County State Confirmations Deaths FatalityRate
Los Angeles California 976075 13244 1.36
Cook Illinois 426658 8889 2.08
Maricopa Arizona 401855 6212 1.55
Miami-Dade Florida 336749 4500 1.34
Harris Texas 274899 3691 1.34
San Bernardino California 241523 1560 0.65
Riverside California 233480 2399 1.03
Dallas Texas 227622 2333 1.02
San Diego California 204175 2005 0.98
Orange California 202753 2195 1.08
Clark Nevada 196134 2762 1.41
Tarrant Texas 185513 1787 0.96
Broward Florida 155066 1945 1.25
Queens New York 149460 7757 5.19
Kings New York 146383 7970 5.44
Bexar Texas 140614 1942 1.38
Suffolk New York 120416 2524 2.10
Salt Lake Utah 120091 614 0.51
Nassau New York 108126 2508 2.32
El Paso Texas 105347 1896 1.80
Philadelphia Pennsylvania 102168 2693 2.64
Bronx New York 100168 5237 5.23
Milwaukee Wisconsin 98299 1030 1.05
Franklin Ohio 95508 704 0.74
Palm Beach Florida 94872 2009 2.12
Hennepin Minnesota 91859 1461 1.59
Wayne Michigan 91499 3833 4.19
Orange Florida 90601 823 0.91
Middlesex Massachusetts 89999 2910 3.23
Hillsborough Florida 89989 1165 1.29
Santa Clara California 88379 1028 1.16
Pima Arizona 86345 1362 1.58
Kern California 82398 551 0.67
Westchester New York 80869 1763 2.18
Cuyahoga Ohio 80262 964 1.20
Marion Indiana 79882 1282 1.60
Fresno California 78278 904 1.15
Sacramento California 78268 1062 1.36
Utah Utah 77715 240 0.31
St. Louis Missouri 77057 1547 2.01
Shelby Tennessee 74761 1088 1.46
Mecklenburg North Carolina 74470 650 0.87
Duval Florida 73138 788 1.08
New York New York 71708 3416 4.76
King Washington 71646 1144 1.60
Gwinnett Georgia 69723 642 0.92
Essex Massachusetts 69090 1835 2.66
Davidson Tennessee 69030 648 0.94
DuPage Illinois 67651 1129 1.67
Providence Rhode Island 67526 1480 2.19
Oklahoma Oklahoma 67165 485 0.72
Fulton Georgia 67047 843 1.26
Oakland Michigan 66619 1787 2.68
Fairfield Connecticut 65226 1825 2.80
Alameda California 63866 776 1.22
Suffolk Massachusetts 63472 1459 2.30
Allegheny Pennsylvania 62938 1277 2.03
Prince George’s Maryland 61516 1155 1.88
Collin Texas 61279 451 0.74
Jefferson Alabama 60842 887 1.46
Hamilton Ohio 59783 436 0.73
Travis Texas 59394 598 1.01
Bergen New Jersey 59102 2397 4.06
Jefferson Kentucky 58782 582 0.99
Douglas Nebraska 57799 554 0.96
Essex New Jersey 57511 2459 4.28
Will Illinois 57104 856 1.50
Hidalgo Texas 56826 2283 4.02
Ventura California 56453 401 0.71
Tulsa Oklahoma 56281 479 0.85
New Haven Connecticut 55943 1685 3.01
Hartford Connecticut 55926 1981 3.54
Middlesex New Jersey 55710 1783 3.20
San Joaquin California 55580 738 1.33
Wake North Carolina 54261 374 0.69
Hudson New Jersey 54256 1769 3.26
Cobb Georgia 53678 627 1.17
Macomb Michigan 53024 1748 3.30
Montgomery Maryland 52842 1211 2.29
Pinellas Florida 52739 1157 2.19
Denver Colorado 52595 709 1.35
Lake Illinois 52264 874 1.67
Worcester Massachusetts 51725 1677 3.24
Fairfax Virginia 51334 725 1.41
Contra Costa California 49759 410 0.82
Erie New York 49478 1333 2.69
Lee Florida 46981 722 1.54
Kent Michigan 46936 603 1.28
Greenville South Carolina 46933 583 1.24
Passaic New Jersey 46888 1524 3.25
Union New Jersey 46352 1607 3.47
Bernalillo New Mexico 45614 662 1.45
Denton Texas 45346 416 0.92
Sedgwick Kansas 45337 470 1.04
El Paso Colorado 45073 656 1.46
Kane Illinois 45073 662 1.47
Polk Iowa 44949 440 0.98
Lubbock Texas 44897 623 1.39
DeKalb Georgia 44663 562 1.26
Johnson Kansas 44346 587 1.32

Overall US Choropleth Map

Choropleths are an ideal way to visualize the past/ current COVID-19 hotspots within a country. The below were the overall (not current) hotspots in the US.

County level COVID-19 Confirmations Map

Canada Detailed Province Level Curves

This section of the report might be of interest to people who want an an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic at the province level in Canada.

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in the most affected Canadian provinces- Quebec, Ontario, Alberta and British Columbia. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Epidemic Curve: Delta in Confirmed Cases in Canadian Provinces

Number of New Cases in the past 24 hrs

Epidermic Curve: Delta in Deaths in Canadian Provinces

Number of Deaths in the past 24 hrs

Data Sources

Github Repo: CSSEGISandData, The NY Times, amodm/api-covid19-in and pcm-dpc